GNU and the AI Reimplementations

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 Compare

+0.20	GNU and the AI Reimplementations (antirez.com)
	12 points by surprisetalk 2 days ago \| 2 comments on HN \| Neutral ~lite vlite-1.6

Summary ~lite AI and copyright Acknowledges

AI reimplementations and GNU

EQ 0.60

SO 0.40

TD 0.70

Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available

Longitudinal 6 HN snapshots · 28 evals

Audit Trail 48 entries

2026-03-09 09:08	eval_success	Lite evaluated: Neutral (0.04)	- -
2026-03-09 09:08	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Editorial on AI reimplementations and GNU project
2026-03-09 09:05	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 09:05	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 09:04	eval_success	PSQ evaluated: g-PSQ=0.323 (3 dims)	- -
2026-03-09 09:04	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 09:04	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-09 09:03	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning The content discusses AI reimplementations, copyright law, and the history of software reimplementations, comparing past
2026-03-09 09:03	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-09 09:03	eval_success	Lite evaluated: Neutral (0.04)	- -
2026-03-09 09:03	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Editorial on AI reimplementations and GNU project
2026-03-09 07:46	eval_success	PSQ evaluated: g-PSQ=0.323 (3 dims)	- -
2026-03-09 07:46	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 07:42	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 07:42	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 07:41	eval_success	PSQ evaluated: g-PSQ=0.323 (3 dims)	- -
2026-03-09 07:41	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 07:41	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-09 07:41	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-09 07:41	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning The content discusses AI reimplementations, copyright law, and the history of software reimplementations, comparing past
2026-03-09 07:40	eval_success	Lite evaluated: Neutral (0.04)	- -
2026-03-09 07:40	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Editorial on AI reimplementations and GNU project
2026-03-09 05:54	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 05:54	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:50	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 05:50	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:44	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 05:44	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:39	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 05:39	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:34	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 05:34	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:28	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 05:28	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:23	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 05:23	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:18	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-09 05:18	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:13	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:08	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:03	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 04:57	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 04:52	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 04:46	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 04:41	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-09 04:41	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-09 04:41	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive)
	reasoning The content discusses AI reimplementations, copyright law, and the history of software reimplementations, comparing past
2026-03-09 04:41	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral)
	reasoning Editorial on AI reimplementations and GNU project

build 35d02a3+aiqm · deployed 2026-03-09 11:48 UTC · evaluated 2026-03-08 02:36:46 UTC